{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "716d15db",
   "metadata": {},
   "source": [
    "## 实践：宿舍人脸识别门禁系统\n",
    "> 1. 创建FaceSet\n",
    "> 1. 查询FaceSet\n",
    "> 1. 存入face_token数据\n",
    "> 1. 获取FaceSet信息数据\n",
    "> 1. 人脸搜索\n",
    "> 1. 人脸对比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "806e9c19",
   "metadata": {},
   "source": [
    "# 1. 创建人脸库 API"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae05c57e",
   "metadata": {},
   "source": [
    "* 描述\n",
    " > 创建一个人脸的集合 FaceSet，用于存储人脸标识 face_token。一个 FaceSet 能够存储10000个 face_token。试用API Key可以创建1000个FaceSet，正式API Key可以创建10000个FaceSet\n",
    "* 调用URL\n",
    " > https://api-cn.faceplusplus.com/facepp/v3/faceset/create\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d582d045",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dabbb1d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>是否必选</th>\n",
       "      <th>参数名</th>\n",
       "      <th>类型</th>\n",
       "      <th>参数说明</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>可选</td>\n",
       "      <td>display_name</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸集合的名字，最长256个字符，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>可选</td>\n",
       "      <td>outer_id</td>\n",
       "      <td>String</td>\n",
       "      <td>账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>可选</td>\n",
       "      <td>tags</td>\n",
       "      <td>String</td>\n",
       "      <td>FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>可选</td>\n",
       "      <td>face_tokens</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>可选</td>\n",
       "      <td>user_data</td>\n",
       "      <td>String</td>\n",
       "      <td>自定义用户信息，不大于16 KB，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>可选</td>\n",
       "      <td>force_merge</td>\n",
       "      <td>Int</td>\n",
       "      <td>在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  是否必选           参数名      类型  \\\n",
       "0   必选       api_key  String   \n",
       "1   必选    api_secret  String   \n",
       "2   可选  display_name  String   \n",
       "3   可选      outer_id  String   \n",
       "4   可选          tags  String   \n",
       "5   可选   face_tokens  String   \n",
       "6   可选     user_data  String   \n",
       "7   可选   force_merge     Int   \n",
       "\n",
       "                                                参数说明  \n",
       "0                                  调用此 API 的 API Key  \n",
       "1                               调用此 API 的 API Secret  \n",
       "2                    人脸集合的名字，最长256个字符，不能包括字符^@,&=*'\"  \n",
       "3  账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...  \n",
       "4  FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...  \n",
       "5  人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...  \n",
       "6                    自定义用户信息，不大于16 KB，不能包括字符^@,&=*'\"  \n",
       "7  在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_html(\"\"\"<div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col><col><col><col></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Secret</span></p></td></tr><tr><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">display_name</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">人脸集合的名字，最长<span class=\"inline-comment-marker\" data-ref=\"9f098728-ac30-41a2-aab6-05b79f8a7d2e\">256</span>个字符，不能包括字符^@,&=*'\"</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">outer_id</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255个字符，<span class=\"inline-comment-marker\" data-ref=\"63fc0fd1-cd44-4256-bab5-971a939d66e2\"><span class=\"inline-comment-marker\" data-ref=\"183dcb11-c22c-47f4-aa9c-2ba6f3c8210c\">不能包括字符^@,&=*'\"</span></span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">tags</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长<span class=\"inline-comment-marker\" data-ref=\"1be760b6-f20d-4ff3-a086-b7f763abd84d\">255</span>个字符，多个 tag 用逗号分隔，每个 tag 不能包括字符^@,&=*'\"</span></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">可选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">face_tokens</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_token</span></p></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">user_data</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">自定义用户信息，不大于<span class=\"inline-comment-marker\" data-ref=\"f9edadb1-691d-4d80-933e-909096780f61\">16 KB，不能包括字符^@,&=*'\"</span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">force_merge</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">Int</span></td><td colspan=\"1\" class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_token 加入已经存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">0：不将 face_tokens 加入已存在的 FaceSet 中，直接返回 FACESET_EXIST 错误</span></p><p><span style=\"color: rgb(0,0,0);\">1：将 face_tokens 加入已存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">默认值为0</span></p></td></tr></tbody></table></div>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd5f6db7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# A-0准备工作\n",
    "import requests\n",
    "API_KEY = 'klsjAb3laLyeLzoud0XphWdrtkWn96Tj'\n",
    "API_S = '7C2OwuO1Nb-pmLYAZi0wWWjCVVf-Ms2h'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "061acf19",
   "metadata": {},
   "outputs": [],
   "source": [
    "#A-1创建人脸数据集\n",
    "FaceSet_url = 'https://api-cn.faceplusplus.com/facepp/v3/faceset/create'\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S\n",
    "}\n",
    "\n",
    "r = requests.post(url = FaceSet_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dd93bbe0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4411bf8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '741dd6bd2549ee9dcc671f4b96d766ba',\n",
       " 'time_used': 194,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1647917298,2f0bfcfc-e4b1-46cd-afc1-4f8f5f33a5b4',\n",
       " 'outer_id': '',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8fa3e80d",
   "metadata": {},
   "outputs": [],
   "source": [
    "faceset_token = "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1a05f74",
   "metadata": {},
   "source": [
    "# 2. 查询人脸库\n",
    "* 描述\n",
    "> 1. 获取某一 API Key 下的 FaceSet 列表及其 faceset_token、outer_id、display_name 和 tags 等信息。\n",
    "> 1. 注意：2017年8月16日后，调用本接口将不会一次性返回全量的 FaceSet。单次查询最多返回 100 个 FaceSet。如需获取全量数据，需要配合使用 start 和 next 参数。请尽快修改调整您的程序.\n",
    "* url\n",
    "> https://api-cn.faceplusplus.com/facepp/v3/faceset/getfacesets\n",
    "* 调用方法\n",
    "> POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6d41af9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>是否必选</th>\n",
       "      <th>参数名</th>\n",
       "      <th>类型</th>\n",
       "      <th>参数说明</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>可选</td>\n",
       "      <td>tags</td>\n",
       "      <td>String</td>\n",
       "      <td>包含需要查询的FaceSet标签的字符串，用逗号分隔</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>可选</td>\n",
       "      <td>start</td>\n",
       "      <td>Int</td>\n",
       "      <td>一个数字 n，表示开始返回的 faceset_token 在传入的 API Key 下的序号...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  是否必选         参数名      类型                                               参数说明\n",
       "0   必选     api_key  String                                     调用此API的API Key\n",
       "1   必选  api_secret  String                                  调用此API的API Secret\n",
       "2   可选        tags  String                         包含需要查询的FaceSet标签的字符串，用逗号分隔\n",
       "3   可选       start     Int  一个数字 n，表示开始返回的 faceset_token 在传入的 API Key 下的序号..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_html(\"\"\"<div class=\"table-wrap\"><table class=\"wrapped confluenceTable\"><colgroup><col><col><col><col></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Secret</span></p></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">tags</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">包含需要查询的FaceSet标签的字符串，用逗号分隔</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">start</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">Int</span></td><td colspan=\"1\" class=\"confluenceTd\"><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">一个数字 n，表示开始返回的 faceset_token 在传入的 API Key 下的序号。</span></p><p><span style=\"color: rgb(0,0,0);\">通过传入数字 n，可以控制本 API 从第 n 个 faceset_token 开始返回。返回的 faceset_token 按照创建时间排序。每次返回<span class=\"s1\">1000</span>个<span class=\"s1\">FaceSets</span>。</span></p><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">默认值为1。</span></p><p class=\"p1\"><span style=\"color: rgb(255,0,0);\">注意：2017年8月16日后，每次返回的 FaceSet 数量上限从 1000 改为 100。并且您可以输入上一次请求本 API 返回的 next 值，用以获得接下来的 100 个 faceset_token。请尽快修改调整您的程序。</span></p></td></tr></tbody></table></div>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c68d6a03",
   "metadata": {},
   "outputs": [],
   "source": [
    "API_KEY = 'klsjAb3laLyeLzoud0XphWdrtkWn96Tj'\n",
    "API_S = '7C2OwuO1Nb-pmLYAZi0wWWjCVVf-Ms2h'\n",
    "\n",
    "FaceSet_url = 'https://api-cn.faceplusplus.com/facepp/v3/faceset/getfacesets'\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S\n",
    "}\n",
    "\n",
    "r = requests.post(url = FaceSet_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4ae3a30b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '741dd6bd2549ee9dcc671f4b96d766ba',\n",
       " 'outer_id': '',\n",
       " 'display_name': '',\n",
       " 'tags': ''}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()['facesets'][-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cf66a051",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'741dd6bd2549ee9dcc671f4b96d766ba'"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceset_token = r.json()['facesets'][-1]['faceset_token']\n",
    "faceset_token"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57e37d15",
   "metadata": {},
   "source": [
    "# 3. 存入face_token数据\n",
    "* 描述\n",
    "> 1. 为一个已经创建的 FaceSet 添加人脸标识 face_token。一个 FaceSet 最多存储1,000个 face_token。\n",
    "> 1. 注意：2017年8月16日后，一个 FaceSet 能够存储的 face_token 数量将从 1000 提升至 10000。\n",
    "* 调用 URL\n",
    "> https://api-cn.faceplusplus.com/facepp/v3/faceset/addface\n",
    "* 调用方法\n",
    "> POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5177ec30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'request_id': '1648117663,6b13cd9f-6931-4fc0-8ebf-40c7f0c56dde',\n",
       " 'time_used': 83,\n",
       " 'faces': [{'face_token': '7b36e6594aa08e4c2ff7bd4c80c72b57',\n",
       "   'face_rectangle': {'top': 98, 'left': 164, 'width': 118, 'height': 118}}],\n",
       " 'image_id': 'fwD9nHfTb9s3JIGwQOQmSA==',\n",
       " 'face_num': 1}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 人脸检测\n",
    "import detect\n",
    "image_url = 'Liu_01.jpeg'\n",
    "detect.face_detect(API_KEY,API_S,image_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4b62e589",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c01f7937b51f20726035fab64535245c'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "face_token_Liu = detect.face_detect(API_KEY,API_S,image_url)['faces'][0]['face_token']\n",
    "face_token_Liu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "728b41b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>是否必选</th>\n",
       "      <th>参数名</th>\n",
       "      <th>类型</th>\n",
       "      <th>参数说明</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>必选（二选一）</td>\n",
       "      <td>faceset_token</td>\n",
       "      <td>String</td>\n",
       "      <td>FaceSet 的标识</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>必选（二选一）</td>\n",
       "      <td>outer_id</td>\n",
       "      <td>String</td>\n",
       "      <td>用户提供的 FaceSet 标识</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>必选</td>\n",
       "      <td>face_tokens</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸标识 face_token 组成的字符串，可以是一个或者多个，用逗号分隔。最多不超过5个...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      是否必选            参数名      类型  \\\n",
       "0       必选        api_key  String   \n",
       "1       必选     api_secret  String   \n",
       "2  必选（二选一）  faceset_token  String   \n",
       "3  必选（二选一）       outer_id  String   \n",
       "4       必选    face_tokens  String   \n",
       "\n",
       "                                                参数说明  \n",
       "0                                     调用此API的API Key  \n",
       "1                                  调用此API的API Secret  \n",
       "2                                        FaceSet 的标识  \n",
       "3                                   用户提供的 FaceSet 标识  \n",
       "4  人脸标识 face_token 组成的字符串，可以是一个或者多个，用逗号分隔。最多不超过5个...  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_html(\"\"\"<div class=\"table-wrap\"><table class=\"relative-table wrapped confluenceTable\" style=\"width: 56.63%;\"><colgroup><col style=\"width: 13.02%;\"><col style=\"width: 11.62%;\"><col style=\"width: 6.26%;\"><col style=\"width: 69.03%;\"></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Secret</span></p></td></tr><tr><td rowspan=\"2\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">必选（二选一）</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">faceset_token</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">FaceSet 的标识</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">outer_id</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span class=\"inline-comment-marker\" data-ref=\"98434de1-cd07-46a8-ae7f-313784032559\">用户提供的 FaceSet 标识</span></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">face_tokens</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">人脸标识 face_token 组成的字符串，可以是一个或者多个，用逗号分隔。最多不超过5个face_token</span></p></td></tr></tbody></table></div>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d6920897",
   "metadata": {},
   "outputs": [],
   "source": [
    "API_KEY = 'klsjAb3laLyeLzoud0XphWdrtkWn96Tj'\n",
    "API_S = '7C2OwuO1Nb-pmLYAZi0wWWjCVVf-Ms2h'\n",
    "\n",
    "FaceSet_url = 'https://api-cn.faceplusplus.com/facepp/v3/faceset/addface'\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S,\n",
    "    'faceset_token':faceset_token,\n",
    "    'face_tokens':face_token_Liu\n",
    "}\n",
    "\n",
    "r = requests.post(url = FaceSet_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a9ceddd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '741dd6bd2549ee9dcc671f4b96d766ba',\n",
       " 'time_used': 400,\n",
       " 'face_count': 1,\n",
       " 'face_added': 1,\n",
       " 'request_id': '1648117789,f10ced27-e764-472e-adde-115c7041a58a',\n",
       " 'outer_id': '',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "641c9690",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d191b24",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c2c51861",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5c9363f3",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38219b8c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b05b1f24",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c1916970",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "71ff76fb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eefe55fa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
